{"id":"W4392898699","doi":"10.61838/kman.aitech.1.3.5","title":"Experiences of Freelancers with AI and Chatbots","year":2023,"lang":"en","type":"article","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Work (physics); Perception; Optimism; Quality (philosophy); Qualitative research; Psychology; Public relations; Knowledge management; Computer science; Sociology; Social psychology; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006591861,0.0007863299,0.0007334736,0.001562619,0.006940794,0.005370176,0.002279901,0.001771109,0.00935167],"category_scores_gemma":[0.01518923,0.0004155684,0.0005123475,0.001214787,0.006492378,0.00490771,0.006625086,0.002363116,0.0009180435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002509068,"about_ca_system_score_gemma":0.002468338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006955155,"about_ca_topic_score_gemma":0.01077602,"domain_scores_codex":[0.9925412,0.004527942,0.0001966408,0.0005378326,0.0008378723,0.001358499],"domain_scores_gemma":[0.9814225,0.01123347,0.001268764,0.0005644707,0.001518398,0.003992379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001818158,0.0001497064,0.008713515,0.0002636941,0.00001788314,0.002074225,0.962085,0.0001693666,0.001267047,0.002078329,0.001939773,0.0210596],"study_design_scores_gemma":[0.00001882226,0.0003487198,0.005027804,0.0001750871,0.00001534787,0.0009252919,0.9489378,0.000461254,0.000545738,0.0005663828,0.04290539,0.00007251284],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882011,0.0005484458,0.002519744,0.0009053021,0.00006776142,0.00008180786,0.00006070747,0.00007662772,0.007538503],"genre_scores_gemma":[0.9899651,0.0002624018,0.001191183,0.0005528231,0.0000554302,0.00009158124,0.00008493062,0.00006962549,0.007726913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00935167,"threshold_uncertainty_score":0.03486151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234653765378665,"score_gpt":0.2620517385116284,"score_spread":0.2497052008578418,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}